NILC: Discovering New Intents with LLM-assisted Clustering 事件

NILC: Discovering New Intents with LLM-assisted Clustering arXiv:2511.05913v2 Announce Type: replace Abstract: New intent discovery (NID) seeks to recognize both new and known intents from unlabeled user utterances, which finds prevalent use in practical dialogue systems. Existing works towards NID mainly adopt a cascaded architecture, wherein the first stage focuses on encoding the utterances into informative text embeddings beforehand, while the latter is to group similar embeddings into clus